age
int64
19
87
job
stringclasses
12 values
marital
stringclasses
3 values
education
stringclasses
4 values
default
stringclasses
2 values
balance
int64
-3,313
71.2k
housing
stringclasses
2 values
loan
stringclasses
2 values
contact
stringclasses
3 values
day
int64
1
31
month
stringclasses
12 values
duration
int64
4
3.03k
campaign
int64
1
50
pdays
int64
-1
871
previous
int64
0
25
poutcome
stringclasses
4 values
y
class label
2 classes
59
retired
divorced
secondary
no
5,845
no
no
cellular
14
may
1,060
2
-1
0
unknown
1yes
30
management
single
tertiary
no
329
yes
no
unknown
6
jun
122
16
-1
0
unknown
0no
46
blue-collar
married
secondary
no
494
yes
no
unknown
26
may
724
1
-1
0
unknown
0no
42
management
married
unknown
no
1,519
no
no
cellular
19
oct
230
1
92
1
success
1yes
37
entrepreneur
married
tertiary
no
2,685
no
no
unknown
20
jun
187
2
-1
0
unknown
0no
44
blue-collar
married
primary
no
-14
yes
yes
unknown
19
may
179
4
-1
0
unknown
0no
49
services
married
secondary
no
5,673
no
yes
cellular
4
aug
357
3
-1
0
unknown
0no
41
blue-collar
married
secondary
no
1,459
no
no
unknown
5
jun
82
1
-1
0
unknown
0no
48
technician
married
tertiary
no
0
no
no
telephone
26
aug
176
15
-1
0
unknown
0no
31
management
married
secondary
no
625
yes
no
cellular
7
apr
424
1
138
1
failure
0no
37
student
married
unknown
no
0
no
no
unknown
18
jun
115
1
-1
0
unknown
0no
51
services
married
secondary
no
867
yes
no
cellular
3
feb
177
2
211
3
failure
0no
80
retired
married
secondary
no
8,304
no
no
telephone
9
jun
712
1
64
12
failure
1yes
32
management
single
tertiary
no
151
yes
no
unknown
6
may
118
1
-1
0
unknown
0no
48
services
married
primary
yes
-583
yes
no
unknown
2
jun
25
7
-1
0
unknown
0no
49
blue-collar
married
tertiary
no
1,784
no
no
unknown
12
jun
753
1
-1
0
unknown
0no
30
management
married
tertiary
no
3,134
yes
no
cellular
17
jul
124
1
-1
0
unknown
0no
27
self-employed
single
secondary
no
49
yes
no
cellular
30
jan
208
2
-1
0
unknown
0no
34
technician
married
secondary
no
-346
no
no
cellular
13
aug
136
4
-1
0
unknown
0no
49
management
married
secondary
no
1,623
yes
no
cellular
19
nov
1,081
2
-1
0
unknown
1yes
48
management
married
tertiary
no
60
no
no
telephone
7
may
376
2
339
7
failure
0no
40
services
married
secondary
no
17
no
no
cellular
4
jun
78
1
-1
0
unknown
0no
38
blue-collar
married
secondary
no
2,008
yes
no
cellular
18
nov
354
1
-1
0
unknown
0no
46
blue-collar
married
primary
no
91
yes
no
cellular
6
may
29
1
356
2
failure
0no
41
entrepreneur
married
tertiary
no
171
yes
no
cellular
19
nov
209
1
191
4
failure
0no
28
management
single
tertiary
no
1,027
yes
no
cellular
14
may
433
1
-1
0
unknown
0no
51
services
married
unknown
no
5,801
yes
no
unknown
29
may
147
2
-1
0
unknown
0no
33
blue-collar
divorced
primary
no
142
yes
no
telephone
11
may
41
2
300
5
failure
0no
26
management
single
tertiary
no
205
no
no
unknown
26
may
111
1
-1
0
unknown
0no
34
admin.
single
secondary
no
852
no
no
cellular
14
apr
108
2
-1
0
unknown
0no
27
blue-collar
married
secondary
yes
-584
yes
no
cellular
7
may
411
2
-1
0
unknown
0no
42
self-employed
married
secondary
no
97
no
no
cellular
10
jul
108
2
-1
0
unknown
0no
45
admin.
married
secondary
no
204
yes
no
cellular
3
jun
224
2
-1
0
unknown
1yes
31
technician
single
secondary
no
628
yes
no
unknown
12
may
1,083
2
-1
0
unknown
0no
32
management
single
tertiary
no
311
no
no
unknown
12
may
757
2
-1
0
unknown
1yes
39
blue-collar
married
primary
no
1,564
no
no
unknown
17
jun
57
1
-1
0
unknown
0no
26
blue-collar
single
secondary
no
856
yes
yes
cellular
30
jul
95
5
-1
0
unknown
0no
40
management
single
tertiary
no
1,509
no
no
cellular
15
mar
144
2
124
1
failure
0no
52
services
married
secondary
no
-888
no
no
cellular
16
jul
135
1
-1
0
unknown
0no
40
technician
single
tertiary
no
226
no
no
cellular
15
jan
176
2
-1
0
unknown
0no
48
technician
married
secondary
no
127
no
yes
cellular
7
aug
524
5
-1
0
unknown
0no
31
services
married
secondary
no
413
yes
no
unknown
13
may
65
1
-1
0
unknown
0no
27
admin.
married
secondary
no
710
yes
yes
cellular
6
may
653
1
334
2
success
1yes
47
technician
married
secondary
no
1,233
yes
no
unknown
11
sep
91
1
100
2
other
1yes
28
management
single
secondary
no
171
no
no
cellular
10
mar
93
1
-1
0
unknown
1yes
40
management
divorced
tertiary
no
69
yes
no
cellular
6
may
503
2
280
2
failure
0no
34
admin.
married
secondary
no
1,499
yes
no
cellular
13
apr
186
1
327
2
failure
0no
29
self-employed
married
tertiary
no
751
yes
no
unknown
23
may
121
2
-1
0
unknown
0no
36
management
married
tertiary
no
61
no
yes
cellular
19
aug
452
2
-1
0
unknown
0no
83
retired
married
primary
no
425
no
no
telephone
22
jun
883
1
140
1
failure
1yes
55
services
divorced
primary
no
2,923
yes
no
unknown
15
may
104
2
-1
0
unknown
0no
43
management
divorced
tertiary
no
99
no
no
cellular
29
jan
24
3
-1
0
unknown
0no
23
student
single
secondary
no
1,021
no
no
telephone
19
jun
79
9
-1
0
unknown
0no
44
technician
married
tertiary
no
1,146
no
no
cellular
4
jul
178
2
-1
0
unknown
0no
58
blue-collar
married
primary
no
781
yes
no
cellular
15
may
74
2
-1
0
unknown
0no
29
admin.
single
secondary
no
1,448
no
no
cellular
10
mar
217
1
184
7
other
0no
30
management
single
tertiary
no
604
no
yes
cellular
2
feb
475
1
-1
0
unknown
0no
29
admin.
single
secondary
no
-194
yes
no
cellular
7
may
127
1
-1
0
unknown
0no
41
technician
married
secondary
no
0
no
no
cellular
11
mar
101
1
-1
0
unknown
0no
35
housemaid
married
primary
no
0
yes
no
cellular
14
jul
340
3
-1
0
unknown
0no
31
technician
single
secondary
no
1,014
yes
no
cellular
23
jul
158
4
-1
0
unknown
0no
27
admin.
single
tertiary
no
73
no
no
cellular
29
jan
242
1
-1
0
unknown
0no
47
services
married
secondary
no
2,597
yes
no
unknown
16
may
323
1
-1
0
unknown
0no
53
self-employed
married
tertiary
no
2,627
yes
yes
unknown
16
jun
18
30
-1
0
unknown
0no
34
management
married
tertiary
no
1,906
yes
no
cellular
14
jul
68
3
-1
0
unknown
0no
34
blue-collar
married
primary
no
-319
yes
yes
cellular
9
jul
134
4
-1
0
unknown
0no
36
management
married
tertiary
no
-296
yes
no
cellular
14
may
113
3
-1
0
unknown
0no
40
technician
married
secondary
no
169
yes
no
cellular
18
aug
43
4
-1
0
unknown
0no
37
self-employed
single
tertiary
no
556
no
no
unknown
17
jun
200
2
-1
0
unknown
0no
65
retired
divorced
unknown
no
300
no
no
cellular
2
aug
245
2
-1
0
unknown
0no
53
technician
divorced
secondary
no
751
yes
no
unknown
16
may
343
4
-1
0
unknown
0no
28
technician
single
secondary
no
126
no
no
cellular
3
mar
229
1
-1
0
unknown
0no
33
technician
divorced
tertiary
no
-386
yes
no
unknown
23
may
530
1
-1
0
unknown
0no
56
blue-collar
married
primary
no
379
no
no
cellular
13
aug
58
5
-1
0
unknown
0no
45
self-employed
married
secondary
no
706
no
no
cellular
30
apr
78
2
176
1
success
0no
39
technician
married
secondary
no
9,121
no
no
unknown
5
jun
147
1
-1
0
unknown
0no
28
management
single
tertiary
no
1,466
yes
no
cellular
25
jul
40
1
-1
0
unknown
0no
36
blue-collar
married
primary
no
0
yes
no
cellular
18
nov
618
2
-1
0
unknown
0no
41
blue-collar
married
primary
no
951
yes
no
cellular
20
apr
23
4
-1
0
unknown
0no
46
admin.
married
secondary
no
368
no
no
cellular
20
aug
293
1
90
4
other
1yes
41
blue-collar
married
secondary
no
121
yes
no
cellular
13
may
16
6
176
5
other
0no
59
services
married
secondary
no
204
no
no
cellular
23
jul
286
2
-1
0
unknown
0no
24
admin.
married
secondary
no
299
yes
no
cellular
6
may
209
1
321
1
failure
0no
34
management
married
tertiary
no
4,170
yes
no
unknown
21
may
935
1
-1
0
unknown
0no
40
blue-collar
married
primary
no
-335
yes
no
unknown
27
may
260
1
-1
0
unknown
0no
42
admin.
married
secondary
no
3,165
yes
no
unknown
16
jun
298
4
-1
0
unknown
0no
50
services
married
secondary
no
254
yes
no
cellular
15
apr
397
2
337
1
failure
0no
25
management
single
tertiary
no
553
yes
no
cellular
17
sep
113
4
479
1
failure
0no
51
services
divorced
secondary
no
518
yes
no
telephone
17
nov
76
1
-1
0
unknown
0no
50
management
married
tertiary
no
85
no
yes
cellular
1
jun
141
1
-1
0
unknown
0no
37
blue-collar
married
unknown
no
603
yes
no
unknown
23
may
773
2
-1
0
unknown
0no
21
services
single
secondary
no
361
no
no
telephone
5
jun
329
1
95
1
other
0no
52
blue-collar
married
secondary
no
-98
yes
no
unknown
7
may
423
1
-1
0
unknown
0no
55
retired
married
primary
no
4,424
no
no
cellular
5
aug
67
4
-1
0
unknown
0no
26
technician
single
secondary
no
2,610
yes
yes
unknown
2
jun
626
1
-1
0
unknown
0no
38
technician
married
tertiary
no
3,234
no
no
cellular
18
nov
578
2
-1
0
unknown
1yes
32
blue-collar
married
secondary
no
687
yes
no
unknown
9
may
61
1
-1
0
unknown
0no
31
blue-collar
married
secondary
no
631
yes
no
unknown
23
may
248
4
-1
0
unknown
0no
34
technician
single
secondary
no
341
no
yes
cellular
29
jan
136
1
262
3
failure
0no
33
technician
single
tertiary
no
316
no
no
cellular
21
aug
126
3
-1
0
unknown
0no